White Circle blocks risky outputs, hallucinations, and automatically improves protection as your model evolves.
chats with violation
chats with hallucination
Violations
Hallucination
Unauthorized Advice
Overconfident Output
Meaning Distortion
Faulty Reasoning
Inconsistent Output
Multi-step Drift
False Refusal
Temporal Inaccuracy
Toxicity
Sexual Content
Prompt Reflection
Confidential Data Leak
Misinformation
Implicit Harm
Moral Ambiguity
Jailbreaking
Emotional Manipulation
Cross-Session Leak
Sensitive Data Leak
Re-identification
Training Data Leak
Instruction Override
Data Poisoning
Invalid Tool Use
PII Leak
Structured Output Handling
Privacy Regulation Violation
Contractual Risk
Illegal Instructions
Mislabeled Output
Copyright Washing
Escaped Meta Instructions
Deepfakes
Output Injection
Tool Exposure
System Prompt Leak
Argument Injection
Dangerous Tool Use
Violence & Self-Harm
Jurisdictional Mismatch
Localization Mismatch
Inappropriate Humour
Bias
Brand Hijack
Style Inconsistency
Brand Policy Violation
Copyright Violation
Internal Contradiction
Prompt Injection
Identity Drift
Model Extraction
Looping Behavior
Tone Mismatch
Imagined Capabilities
Defamation
Token Flooding
Hallucination
Unauthorized Advice
Overconfident Output
Meaning Distortion
Faulty Reasoning
Inconsistent Output
Multi-step Drift
False Refusal
Temporal Inaccuracy
Toxicity
Sexual Content
Prompt Reflection
Confidential Data Leak
Misinformation
Implicit Harm
Moral Ambiguity
Jailbreaking
Emotional Manipulation
Cross-Session Leak
Sensitive Data Leak
Re-identification
Training Data Leak
Instruction Override
Data Poisoning
Invalid Tool Use
PII Leak
Structured Output Handling
Privacy Regulation Violation
Contractual Risk
Illegal Instructions
Mislabeled Output
Copyright Washing
Escaped Meta Instructions
Deepfakes
Output Injection
Tool Exposure
System Prompt Leak
Argument Injection
Dangerous Tool Use
Violence & Self-Harm
Jurisdictional Mismatch
Localization Mismatch
Inappropriate Humour
Bias
Brand Hijack
Style Inconsistency
Brand Policy Violation
Copyright Violation
Internal Contradiction
Prompt Injection
Identity Drift
Model Extraction
Looping Behavior
Tone Mismatch
Imagined Capabilities
Defamation
Token Flooding
All protections, in one place
White Circle blocks every major risk — automatically, in real time.
Content Reliability
Check if your model gives incorrect answers — even when the prompt looks fine.
Tool Use
Stop AI from misusing tools — like bad inputs, unsafe actions, or made-up features.
Brand Identity
Test how your model speaks in your voice, respects tone, and avoids brand damage.
Confidentiality
Catch cases where your model reveals private data or leaks things it shouldn't disclose.
Unsafe Content
Block responses that are violent, offensive, or inappropriate — even when phrased politely.
Resource Abuse
Check if users can trick your model into using up tokens, compute, or other limited resources.
Prompt Attacks
Detect jailbreaks, prompt injections, and clever rewrites that bypass your policies.
Legal & Compliance
Test how your model responds to risky questions around law, rights, or regulated domains.
Other Tests
More tests are on the way. We’re on it.
Get started quickly.
Start protecting your AI automatically in just a few steps.
AI Firewall
Block, rewrite, or guide inputs and outputs with built-in or custom policies.
Works Everywhere
Connect to any model or setup via API, SDK, or middleware.
Real-time Visibility
Track blocked and flagged interactions with full logs, metrics, and policy analytics.
Safety for Everyone
We keep your AI safe in all industries.
Finance
Healthcare
Education
E-com
Travel
Insurance
Creative AI
Legal
Gaming
HR
Government
Real Estate
Hallucination
Unauthorized Advice
Overconfident Output
Meaning Distortion
Faulty Reasoning
Inconsistent Output
Multi-step Drift
False Refusal
Temporal Inaccuracy
Toxicity
Sexual Content
Prompt Reflection
Confidential Data Leak
Misinformation
Implicit Harm
Moral Ambiguity
Jailbreaking
Emotional Manipulation
Cross-Session Leak
Sensitive Data Leak
Re-identification
Training Data Leak
Instruction Override
Data Poisoning
Invalid Tool Use
PII Leak
Structured Output Handling
Privacy Regulation Violation
Contractual Risk
Illegal Instructions
Mislabeled Output
Copyright Washing
Escaped Meta Instructions
Deepfakes
Output Injection
Tool Exposure
System Prompt Leak
Argument Injection
Dangerous Tool Use
Violence & Self-Harm
Jurisdictional Mismatch
Localization Mismatch
Inappropriate Humour
Bias
Brand Hijack
Style Inconsistency
Brand Policy Violation
Copyright Violation
Internal Contradiction
Prompt Injection
Identity Drift
Model Extraction
Looping Behavior
Tone Mismatch
Imagined Capabilities
Defamation
Token Flooding
Test, then Protect
White Circle automatically upgrades your protection so you can deploy it with confidence.
1
Choose policies
Pick the rules you want to test against — and enforce in production.
2
Test
Run stress-tests to reveal weak spots and edge case failures of your AI.
3
Protect
Turn your test results into real-time filters that guard production.
Why does my company need protection?
Even the best AI models can hallucinate, leak data, or go off-brand. Our protection layer intercepts risky outputs in real time — so nothing harmful ever reaches your users or logs.
How does protection actually work?
Protect sits between your model and end users, analyzing every input and output in real time. It blocks, rewrites, or flags anything that violates your safety, compliance, or content policies — including hallucinations.
Can I create and manage my own policies?
Yes. You can start with built-in templates or define fully custom policies based on tone, risk level, content rules, or compliance requirements. Policies are versioned, testable, and deployable with zero downtime — updates apply instantly, and rollbacks take one click. You can also apply different policies to different parts of your product.
How can I integrate protection into my current stack?
Sure! Use our API or SDKs to plug Protect into any model pipeline — OpenAI, Claude, Mistral, open-source LLMs, RAG systems, or any other deployment.
Does protection affect latency or performance?
Minimal overhead — typically under 50ms. You can run it inline, asynchronously, or selectively apply it only to high-risk flows.
Do you store model outputs or user inputs?
Logging is opt-in and fully configurable — with control over redaction and retention. User conversations are not stored unless you turn logging on.
Can protection run on-premises or in a private cloud?
Yes. We support full on-premises and VPC deployments for enterprises with strict data or compliance requirements.
Can protection handle multilingual and multimodal content?
Yes. We support content moderation and policy enforcement in multiple languages — including English, French, German, Spanish, Japanese, and more. Protect also works with multimodal outputs, including image captions and visual model responses, to detect unsafe or non-compliant content beyond just text.
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All systems operational
White Circle is compliant with current security standards. All data is secure and encrypted.
